#!/usr/bin/env python3 """Build row-level Shadbala closure packet for the first stable components. This is an evidence/governance artifact only. It does not change runtime Shadbala formulas and must not be used as production tuning input. """ from __future__ import annotations import hashlib import json from collections import Counter from pathlib import Path from typing import Any ROOT = Path(__file__).resolve().parents[1] JOINED = ROOT / "references/oracle/shadbala_component_joined_closure_packet_2026_07_21.json" FORMULA = ROOT / "references/oracle/formula_source_knowledge_base_2026_07_19.json" DIG_AUDIT = ROOT / "references/oracle/shadbala_dig_source_of_truth_audit_2026_07_22.json" OUTPUT = ROOT / "references/oracle/shadbala_component_closure_batch1_2026_07_23.json" TARGETS = ("naisargika", "dig", "drik") VISIBLE_PLANETS = ("Sun", "Moon", "Mars", "Mercury", "Jupiter", "Venus", "Saturn") def _load(path: Path) -> dict[str, Any]: return json.loads(path.read_text(encoding="utf-8")) def _stable_json(data: Any) -> str: return json.dumps(data, ensure_ascii=False, sort_keys=True, separators=(",", ":")) def _formula_map() -> dict[str, dict[str, Any]]: data = _load(FORMULA) return { row["component"]: row for row in data["formulas"] if row.get("family") == "Shadbala" and row.get("component") in TARGETS } def _dig_model_notes() -> dict[str, dict[str, Any]]: if not DIG_AUDIT.exists(): return {} audit = _load(DIG_AUDIT) notes: dict[str, dict[str, Any]] = {} for row in audit.get("rows", []): planet = row.get("planet") if not planet: continue diffs = row.get("abs_diffs", {}) best_model = min(diffs, key=diffs.get) if diffs else None notes[planet] = { "best_local_candidate_model": best_model, "best_abs_diff_rupa": diffs.get(best_model) if best_model else None, "candidate_models": sorted(diffs), "diagnostic_boundary": "Two-case diagnostic only; a best local candidate model is not a selected absolute formula truth.", } return notes def _max_delta(values: dict[str, Any]) -> float | None: numbers = [float(v) for v in values.values() if isinstance(v, (int, float))] if len(numbers) < 2: return None return round(max(numbers) - min(numbers), 6) def _closure_status(component: str, row: dict[str, Any]) -> str: bucket = row["closure_bucket"] if component == "naisargika" and bucket == "within_tolerance": return "within_tolerance_observation_closed" if component == "dig": return "formula_mismatch_angular_reference_unresolved" if component == "drik": return "formula_mismatch_aspect_model_unresolved" return bucket def _next_evidence(component: str) -> str: if component == "naisargika": return "Replay at least one more public raw-backed case, then freeze the fixed seven-planet Virupa table as observation-ready." if component == "dig": return "Use public worked examples to choose house-cusp, bhava-madhya or whole-house angular reference; do not tune by majority vote." if component == "drik": return "Pin graha drishti/aspect strength, orb/interpolation and benefic-malefic sign convention against source-cited numeric examples." return "Collect more source-cited numeric evidence." def build() -> dict[str, Any]: joined = _load(JOINED) formulas = _formula_map() dig_notes = _dig_model_notes() source_rows = [ row for row in joined["joined_rows"] if row.get("component") in TARGETS ] rows: list[dict[str, Any]] = [] for row in source_rows: component = row["component"] formula = formulas[component] values = row.get("normalized_values_virupa", {}) item: dict[str, Any] = { "ticket_id": row["ticket_id"], "planet": row["planet"], "component": component, "canonical_component": row["canonical_component"], "unit_contract": formula["unit_contract"], "source_formula": formula["formula_id"], "source_evidence": formula["source_evidence"], "known_variants": formula["known_variants"], "normalized_values_virupa": values, "max_delta_virupa": _max_delta(values), "source_bucket": row["closure_bucket"], "closure_status": _closure_status(component, row), "claim_upgrade": "none", "truth_matrix_allowed": False, "production_tuning_allowed": False, "next_evidence": _next_evidence(component), "claim_boundary": "Component-level explanatory closure only; no absolute Shadbala truth or production tuning upgrade.", } if component == "dig": item["dig_model_diagnostic"] = dig_notes.get(row["planet"], {}) rows.append(item) by_component = Counter(row["component"] for row in rows) by_status = Counter(row["closure_status"] for row in rows) packet = { "scope": "shadbala_component_closure_batch1", "created_at": "2026-07-23", "claim_status": "component_explanatory_partial", "truth_matrix_allowed": False, "production_tuning_allowed": False, "source_packets": { "joined_closure": str(JOINED.relative_to(ROOT)), "formula_source_knowledge_base": str(FORMULA.relative_to(ROOT)), "dig_source_of_truth_audit": str(DIG_AUDIT.relative_to(ROOT)), }, "source_packet_hashes": { "joined_closure_sha256": hashlib.sha256(JOINED.read_bytes()).hexdigest(), "formula_source_knowledge_base_sha256": hashlib.sha256(FORMULA.read_bytes()).hexdigest(), "dig_source_of_truth_audit_sha256": hashlib.sha256(DIG_AUDIT.read_bytes()).hexdigest(), }, "summary": { "target_components": list(TARGETS), "visible_planets": list(VISIBLE_PLANETS), "row_count": len(rows), "component_counts": dict(sorted(by_component.items())), "closure_status_counts": dict(sorted(by_status.items())), "absolute_truth_upgrade_count": 0, "closed_observation_row_count": by_status.get("within_tolerance_observation_closed", 0), "blocked_or_unresolved_row_count": len(rows) - by_status.get("within_tolerance_observation_closed", 0), }, "rows": rows, "packet_hash": hashlib.sha256(_stable_json(rows).encode("utf-8")).hexdigest(), "boundary": ( "Batch 1 advances Naisargika/Dig/Drik from component-level queues to " "row-level closure explanations. Naisargika is same-unit observation " "closed for this public case; Dig and Drik remain formula/method " "arbitration items." ), } return packet def main() -> int: packet = build() OUTPUT.write_text(json.dumps(packet, ensure_ascii=False, indent=2, sort_keys=True) + "\n", encoding="utf-8") print(json.dumps(packet, ensure_ascii=False, sort_keys=True)) return 0 if __name__ == "__main__": raise SystemExit(main())